# PingThings Timeseries API

Welcome to the documentation for the PingThings Timeseries package for Python.

This package is a replacement for the [BTrDB-Python](https://btrdb.readthedocs.io/en/latest/) modules
and offers significant performance improvements and quality-of-life features for pulling data and
interacting with the Predictive Grid.

If you're new to working with the timeseries platform, check out this high-level guide to the
[concepts behind our data structure](concepts.md).

If this is your first time working with the Predictive Grid in Python, check out our
[Quick Start Guide](quick_start.md).

```{toctree}
:maxdepth: 1
:caption: Guides

quick_start
concepts
explained
```

```{toctree}
:maxdepth: 1
:caption: How To Guides

Intro <examples/active_reactive_power_pv>
Voltage Sag Analysis <examples/vsags>
Power Factor Analysis <examples/disaggregation>
Migrating from btrdb-python <examples/migration>
```

```{toctree}
:maxdepth: 1
:caption: API Reference

api/unified_client
api/timeseries
api/admin
```